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Research2026-08-14 · source-backed
The Sleeping Agent (arXiv 2608.11775) found that gist-based compression preserves relational and event structure while discarding temporal expressions, retention collapsing to 3.05%. Rewriting the abstraction prompt to explicitly retain temporal markers lifts it to 62.39% and recovers +0.314 judge accuracy on temporal questions (95% CI 0.254-0.375), while named-entity and event preservation barely move. Measured over 1,935 matched questions across ten LoCoMo conversations. If you summarize conversation history into long-term memory, audit your compression prompt for this. The loss is invisible until someone asks "when."
Each link below shares sources, entities, or timing with this story.
mem0 benchmarked against LoCoMo / Shared entity: LoCoMo / Same source domain / Shared topic / Tension
Linked by a graph relationship (mem0 benchmarked against LoCoMo); both cover LoCoMo; reported by the same outlet (arxiv.org).
mem0 benchmarked against LoCoMo / Shared entity: LoCoMo / Earlier coverage / Tension
Linked by a graph relationship (mem0 benchmarked against LoCoMo); both cover LoCoMo; earlier LoCoMo coverage from 2026-07-28.
mem0 benchmarked against LoCoMo / Shared entity: LoCoMo / Shared topic / Earlier coverage / Tension
Linked by a graph relationship (mem0 benchmarked against LoCoMo); both cover LoCoMo; overlapping topics (accuracy, prompt).
LycheeMemory V2 benchmarked against LoCoMo / Shared entity: LoCoMo / Same source domain / Tension
Linked by a graph relationship (LycheeMemory V2 benchmarked against LoCoMo); both cover LoCoMo; reported by the same outlet (arxiv.org).
mem0 benchmarked against LoCoMo / Shared entity: LoCoMo / Same source domain / Earlier coverage
Linked by a graph relationship (mem0 benchmarked against LoCoMo); both cover LoCoMo; reported by the same outlet (arxiv.org).
NapMem benchmarked against LoCoMo / Shared entity: LoCoMo / Same source domain / Earlier coverage
Linked by a graph relationship (NapMem benchmarked against LoCoMo); both cover LoCoMo; reported by the same outlet (arxiv.org).
EverMemOS benchmarked against LoCoMo / Shared entity: LoCoMo / Same source domain / Earlier coverage
Linked by a graph relationship (EverMemOS benchmarked against LoCoMo); both cover LoCoMo; reported by the same outlet (arxiv.org).
graphify benchmarked against LoCoMo / Shared entity: LoCoMo / Earlier coverage
Linked by a graph relationship (graphify benchmarked against LoCoMo); both cover LoCoMo; earlier LoCoMo coverage from 2026-07-28.